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Title: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing

Journal Article · · The Plant Journal
DOI:https://doi.org/10.1111/tpj.13041· OSTI ID:1438259
 [1];  [1];  [2];  [2];  [3];  [2];  [4];  [2];  [1];  [2];  [5];  [6];  [7];  [1]
  1. Michigan State Univ., East Lansing, MI (United States). DOE Great Lakes Bioenergy Research Center. Dept. of Plant Biology
  2. USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States)
  3. HudsonAlpha Inst. for Biotechnology, Huntsville, AL (United States)
  4. Univ. of Oklahoma, Norman, OK (United States). Dept. of Microbiology and Plant Biology
  5. USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States); HudsonAlpha Inst. for Biotechnology, Huntsville, AL (United States)
  6. Univ. of Wisconsin, Madison, WI (United States). DOE Great Lakes Bioenergy Research Center. Dept. of Agronomy
  7. Univ. of Wisconsin, Madison, WI (United States). DOE Great Lakes Bioenergy Research Center; USDA-ARS Dairy Forage Research Center, Madison, WI (United States)

Panicum virgatum L. (switchgrass) is a polyploid, perennial grass species that is native to North America, and is being developed as a future biofuel feedstock crop. Switchgrass is present primarily in two ecotypes: a northern upland ecotype, composed of tetraploid and octoploid accessions, and a southern lowland ecotype, composed of primarily tetraploid accessions. We employed high-coverage exome capture sequencing (~2.4 Tb) to genotype 537 individuals from 45 upland and 21 lowland populations. From these data, we identified ~27 million single-nucleotide polymorphisms (SNPs), of which 1 590 653 high-confidence SNPs were used in downstream analyses of diversity within and between the populations. From the 66 populations, we identified five primary population groups within the upland and lowland ecotypes, a result that was further supported through genetic distance analysis. We identified conserved, ecotype-restricted, non-synonymous SNPs that are predicted to affect the protein function of CONSTANS (CO) and EARLY HEADING DATE 1 (EHD1), key genes involved in flowering, which may contribute to the phenotypic differences between the two ecotypes. We also identified, relative to the near-reference Kanlow population, 17 228 genes present in more copies than in the reference genome (up-CNVs), 112 630 genes present in fewer copies than in the reference genome (down-CNVs) and 14 430 presence/absence variants (PAVs), affecting a total of 9979 genes, including two upland-specific CNV clusters. In total, 45 719 genes were affected by an SNP, CNV, or PAV across the panel, providing a firm foundation to identify functional variation associated with phenotypic traits of interest for biofuel feedstock production.

Research Organization:
Univ. of Wisconsin, Madison, WI (United States); USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States); Michigan State Univ., East Lansing, MI (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
FC02-07ER64494; AC02-05CH11231
OSTI ID:
1438259
Alternate ID(s):
OSTI ID: 1616044
Journal Information:
The Plant Journal, Vol. 84, Issue 4; ISSN 0960-7412
Publisher:
Society for Experimental BiologyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 30 works
Citation information provided by
Web of Science

References (82)

A Next-Generation Sequencing Method for Genotyping-by-Sequencing of Highly Heterozygous Autotetraploid Potato journal May 2013
The Sorghum bicolor genome and the diversification of grasses journal January 2009
A Papaver somniferum 10-Gene Cluster for Synthesis of the Anticancer Alkaloid Noscapine journal May 2012
Hd1 , a Major Photoperiod Sensitivity Quantitative Trait Locus in Rice, Is Closely Related to the Arabidopsis Flowering Time Gene CONSTANS journal December 2000
Copy Number Variation Affecting the Photoperiod-B1 and Vernalization-A1 Genes Is Associated with Altered Flowering Time in Wheat (Triticum aestivum) journal March 2012
Plant essential oils for pest and disease management journal September 2000
Genome-size Variation in Switchgrass (Panicum virgatum): Flow Cytometry and Cytology Reveal Rampant Aneuploidy journal January 2010
Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing dataset December 2015
Ultrafast and memory-efficient alignment of short DNA sequences to the human genome journal January 2009
Hd1, a Major Photoperiod Sensitivity Quantitative Trait Locus in Rice, Is Closely Related to the Arabidopsis Flowering Time Gene CONSTANS journal December 2000
Switchgrass Genomic Diversity, Ploidy, and Evolution: Novel Insights from a Network-Based SNP Discovery Protocol journal January 2013
Isolation and characterization of the novel Pseudomonas stutzeri bacteriophage 8P journal January 2021
CONSTANS is a photoperiod regulated activator of flowering in sorghum journal January 2014
Detecting the number of clusters of individuals using the software structure: a simulation study journal July 2005
Copy number polymorphism in plant genomes journal August 2013
Molecular Markers for the Classification of Switchgrass (Panicum virgatum L.) Germplasm and to Assess Genetic Diversity in Three Synthetic Switchgrass Populations journal March 2006
The Genetic Architecture of Flowering Time and Photoperiod Sensitivity in Maize as Revealed by QTL Review and Meta Analysis journal June 2012
Sources of Sediment in Lake Pepin on the Upper Mississippi River in Response to Holocene Climatic Changes journal January 2006
Incompatibility Systems in Switchgrass journal January 2002
Some genetic consequences of ice ages, and their role in divergence and speciation journal July 1996
The Coincidence of Critical Day Length Recognition for Florigen Gene Expression and Floral Transition under Long-Day Conditions in Rice journal May 2013
Biomass yield and quality of 20 switchgrass populations in southern Iowa, USA journal December 2002
Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing
  • Evans, Joseph; Crisovan, Emily; Barry, Kerrie
  • Dryad Digital Repository-Supplementary information for journal article at DOI: 10.1111/tpj.13041, 10 files https://doi.org/10.5061/dryad.nh8ph.2
dataset December 2015
Copy Number Variation of Multiple Genes at Rhg1 Mediates Nematode Resistance in Soybean journal October 2012
The genetic legacy of the Quaternary ice ages journal June 2000
Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing
  • Evans, Joseph; Crisovan, Emily; Barry, Kerrie
  • Dryad Digital Repository-Supplementary information for journal article at DOI: 10.1111/tpj.13041, 10 files https://doi.org/10.5061/dryad.nh8ph.1
dataset October 2015
The genetic basis of flowering responses to seasonal cues journal August 2012
Basic local alignment search tool journal October 1990
EFFECTS OF HOLOCENE CLIMATE CHANGE ON THE C 4 GRASSLAND/WOODLAND BOUNDARY IN THE NORTHERN PLAINS, USA journal March 2001
A next-generation sequencing method for overcoming the multiple gene copy problem in polyploid phylogenetics, applied to Poa grasses journal March 2011
Genome sequence of foxtail millet (Setaria italica) provides insights into grass evolution and biofuel potential journal May 2012
Leaf Appearance Rate and Final Leaf Number of Switchgrass Cultivars journal January 1997
Improvement of the Oryza sativa Nipponbare reference genome using next generation sequence and optical map data journal January 2013
Regulation and Identity of Florigen: FLOWERING LOCUS T Moves Center Stage journal June 2008
Chromosome Number and Nuclear DNA Content of Several Switchgrass Populations journal January 1996
Predicting Deleterious Amino Acid Substitutions journal May 2001
The B73 Maize Genome: Complexity, Diversity, and Dynamics journal November 2009
ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data journal July 2010
Chloroplast DNA and Nuclear DNA Content Variations among Cultivars of Switchgrass, Panicum virgatum L. journal January 1996
CONSTANS and the evolutionary origin of photoperiodic timing of flowering journal January 2011
Overexpression of AtLOV1 in Switchgrass Alters Plant Architecture, Lignin Content, and Flowering Time journal December 2012
Latitudinal and Longitudinal Adaptation of Switchgrass Populations journal January 2007
Latitudinal Adaptation of Switchgrass Populations journal January 2004
Count-based differential expression analysis of RNA sequencing data using R and Bioconductor text January 2013
Hierarchical classification of switchgrass genotypes using SSR and chloroplast sequences: ecotypes, ploidies, gene pools, and cultivars journal November 2010
The Switchgrass Genome: Tools and Strategies journal January 2011
Ribosomal DNA spacer-length polymorphisms in barley: mendelian inheritance, chromosomal location, and population dynamics. journal December 1984
The Sorghum bicolor genome and the diversification of grasses text January 2009
Efficient Genome-Wide Detection and Cataloging of EMS-Induced Mutations Using Exome Capture and Next-Generation Sequencing journal April 2014
Easyfig: a genome comparison visualizer journal January 2011
Synergy in a medicinal plant: Antimicrobial action of berberine potentiated by 5'-methoxyhydnocarpin, a multidrug pump inhibitor journal February 2000
SPOCD1 is an essential executor of piRNA-directed de novo DNA methylation journal July 2020
Net energy of cellulosic ethanol from switchgrass journal January 2008
Accelerating the Switchgrass (Panicum virgatum L.) Breeding Cycle Using Genomic Selection Approaches journal November 2014
Impact of concurrency on the performance of a whole exome sequencing pipeline journal February 2021
Post-glacial evolution of Panicum virgatum: centers of diversity and gene pools revealed by SSR markers and cpDNA sequences journal July 2011
Count-based differential expression analysis of RNA sequencing data using R and Bioconductor journal August 2013
A Genome-Wide Survey of Switchgrass Genome Structure and Organization journal April 2012
Plant responses to photoperiod journal November 2008
Persistence of adoptively transferred T cells with a kinetically engineered IL-2 receptor agonist journal January 2020
Mapping the genetic basis of diabetes mellitus in the Australian Burmese cat (Felis catus) journal November 2020
Pervasive gene content variation and copy number variation in maize and its undomesticated progenitor journal October 2010
edgeR: a Bioconductor package for differential expression analysis of digital gene expression data journal November 2009
Genetic Diversity, Plant Adaptation Regions, and Gene Pools for Switchgrass journal January 2007
HTSeq--a Python framework to work with high-throughput sequencing data journal September 2014
Ecological Genetics and the Restoration of Plant Communities: Mix or Match? journal March 1999
Some genetic consequences of ice ages, and their role in divergence and speciation journal July 1996
Identification of a Selfing Compatible Genotype and Mode of Inheritance in Switchgrass journal December 2011
Estimates of Genetic Parameters in Switchgrass1 journal January 1983
Mechanisms of Floral Induction in Grasses: Something Borrowed, Something New: Figure 1. journal January 2009
Ehd1, a B-type response regulator in rice, confers short-day promotion of flowering and controls FT-like gene expression independently of Hd1 journal April 2004
Sub1A is an ethylene-response-factor-like gene that confers submergence tolerance to rice journal August 2006
Aluminum tolerance in maize is associated with higher MATE1 gene copy number journal March 2013
Coincident light and clock regulation of pseudoresponse regulator protein 37 (PRR37) controls photoperiodic flowering in sorghum journal September 2011
Barley whole exome capture: a tool for genomic research in the genus Hordeum and beyond journal August 2013
Natural Hybrids and Gene Flow between Upland and Lowland Switchgrass journal January 2011
Distinct Copy Number, Coding Sequence, and Locus Methylation Patterns Underlie Rhg1 -Mediated Soybean Resistance to Soybean Cyst Nematode journal April 2014
Genetics in geographically structured populations: defining, estimating and interpreting FST journal September 2009
What Practitioners Need from Restoration Ecologists journal December 1997
The Sequence Alignment/Map format and SAMtools journal June 2009
Nucleotide polymorphism and copy number variant detection using exome capture and next-generation sequencing in the polyploid grass Panicum virgatum journal August 2014
Inference of Population Structure Using Multilocus Genotype Data journal June 2000

Cited By (16)

Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing
  • Evans, Joseph; Crisovan, Emily; Barry, Kerrie
  • Dryad Digital Repository-Supplementary information for journal article at DOI: 10.1111/tpj.13041, 10 files https://doi.org/10.5061/dryad.nh8ph.2
dataset December 2015
Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing
  • Evans, Joseph; Crisovan, Emily; Barry, Kerrie
  • Dryad Digital Repository-Supplementary information for journal article at DOI: 10.1111/tpj.13041, 10 files https://doi.org/10.5061/dryad.nh8ph.1
dataset October 2015
Genome-Wide Association Study in Pseudo-F2 Populations of Switchgrass Identifies Genetic Loci Affecting Heading and Anthesis Dates journal September 2018
DNA-Based Assessment of Genetic Diversity in Grassland Plant Species: Challenges, Approaches, and Applications text January 2019
DNA-Based Assessment of Genetic Diversity in Grassland Plant Species: Challenges, Approaches, and Applications journal December 2019
Photosynthesis capacity diversified by leaf structural and physiological regulation between upland and lowland switchgrass in different growth stages journal January 2020
Data from: Diversity and population structure of northern switchgrass as revealed through exome capture sequencing dataset December 2015
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Genome-Wide Associations with Resistance to Bipolaris Leaf Spot (Bipolaris oryzae (Breda de Haan) Shoemaker) in a Northern Switchgrass Population (Panicum virgatum L.) posted_content August 2019
Quantitative Trait Locus Mapping for Flowering Time in a Lowland × Upland Switchgrass Pseudo-F Population journal January 2018
Genomic prediction accuracy for switchgrass traits related to bioenergy within differentiated populations journal July 2018
Natural variation in genes potentially involved in plant architecture and adaptation in switchgrass (Panicum virgatum L.) journal June 2018
Crop-associated virus infection in a native perennial grass: reduction in plant fitness and dynamic patterns of virus detection journal January 2017
Gas exchange characteristics and their influencing factors for halophytic plant communities on west coast of Bohai Sea journal February 2020
Extensions of BLUP Models for Genomic Prediction in Heterogeneous Populations: Application in a Diverse Switchgrass Sample journal March 2019